Dataset statistics
| Number of variables | 22 |
|---|---|
| Number of observations | 441564 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 74.1 MiB |
| Average record size in memory | 176.0 B |
Variable types
| Unsupported | 1 |
|---|---|
| Categorical | 1 |
| Numeric | 20 |
LAT is highly correlated with LON and 5 other fields | High correlation |
LON is highly correlated with LAT | High correlation |
PRECTOT is highly correlated with QV2M and 3 other fields | High correlation |
PS is highly correlated with LAT and 5 other fields | High correlation |
QV2M is highly correlated with PRECTOT and 7 other fields | High correlation |
RH2M is highly correlated with PRECTOT and 3 other fields | High correlation |
T2M is highly correlated with LAT and 6 other fields | High correlation |
T2MWET is highly correlated with PRECTOT and 7 other fields | High correlation |
T2M_MAX is highly correlated with LAT and 6 other fields | High correlation |
T2M_MIN is highly correlated with LAT and 6 other fields | High correlation |
T2M_RANGE is highly correlated with PRECTOT and 3 other fields | High correlation |
TS is highly correlated with LAT and 6 other fields | High correlation |
WS10M is highly correlated with WS10M_MAX and 4 other fields | High correlation |
WS10M_MAX is highly correlated with WS10M and 4 other fields | High correlation |
WS10M_MIN is highly correlated with WS50M and 1 other fields | High correlation |
WS10M_RANGE is highly correlated with PS and 4 other fields | High correlation |
WS50M is highly correlated with WS10M and 4 other fields | High correlation |
WS50M_MAX is highly correlated with WS10M and 4 other fields | High correlation |
WS50M_MIN is highly correlated with WS10M_MIN and 1 other fields | High correlation |
WS50M_RANGE is highly correlated with WS10M and 3 other fields | High correlation |
LAT is highly correlated with LON and 5 other fields | High correlation |
LON is highly correlated with LAT | High correlation |
PS is highly correlated with LAT and 6 other fields | High correlation |
QV2M is highly correlated with RH2M and 6 other fields | High correlation |
RH2M is highly correlated with QV2M and 2 other fields | High correlation |
T2M is highly correlated with LAT and 6 other fields | High correlation |
T2MWET is highly correlated with PS and 7 other fields | High correlation |
T2M_MAX is highly correlated with LAT and 6 other fields | High correlation |
T2M_MIN is highly correlated with LAT and 6 other fields | High correlation |
T2M_RANGE is highly correlated with QV2M and 2 other fields | High correlation |
TS is highly correlated with LAT and 6 other fields | High correlation |
WS10M is highly correlated with WS10M_MAX and 6 other fields | High correlation |
WS10M_MAX is highly correlated with WS10M and 4 other fields | High correlation |
WS10M_MIN is highly correlated with WS10M and 3 other fields | High correlation |
WS10M_RANGE is highly correlated with PS and 4 other fields | High correlation |
WS50M is highly correlated with WS10M and 5 other fields | High correlation |
WS50M_MAX is highly correlated with WS10M and 6 other fields | High correlation |
WS50M_MIN is highly correlated with WS10M and 3 other fields | High correlation |
WS50M_RANGE is highly correlated with WS10M and 4 other fields | High correlation |
LAT is highly correlated with LON and 1 other fields | High correlation |
LON is highly correlated with LAT | High correlation |
PRECTOT is highly correlated with QV2M | High correlation |
PS is highly correlated with LAT and 3 other fields | High correlation |
QV2M is highly correlated with PRECTOT and 5 other fields | High correlation |
RH2M is highly correlated with QV2M and 1 other fields | High correlation |
T2M is highly correlated with PS and 4 other fields | High correlation |
T2MWET is highly correlated with QV2M and 3 other fields | High correlation |
T2M_MAX is highly correlated with PS and 3 other fields | High correlation |
T2M_MIN is highly correlated with PS and 5 other fields | High correlation |
T2M_RANGE is highly correlated with QV2M and 1 other fields | High correlation |
TS is highly correlated with QV2M and 4 other fields | High correlation |
WS10M is highly correlated with WS10M_MAX and 2 other fields | High correlation |
WS10M_MAX is highly correlated with WS10M and 3 other fields | High correlation |
WS10M_MIN is highly correlated with WS50M_MIN | High correlation |
WS10M_RANGE is highly correlated with WS10M_MAX and 1 other fields | High correlation |
WS50M is highly correlated with WS10M and 1 other fields | High correlation |
WS50M_MAX is highly correlated with WS10M and 3 other fields | High correlation |
WS50M_MIN is highly correlated with WS10M_MIN | High correlation |
WS50M_RANGE is highly correlated with WS10M_MAX and 2 other fields | High correlation |
DISTRICT is highly correlated with LAT and 9 other fields | High correlation |
LAT is highly correlated with DISTRICT and 6 other fields | High correlation |
LON is highly correlated with DISTRICT and 6 other fields | High correlation |
PS is highly correlated with DISTRICT and 11 other fields | High correlation |
QV2M is highly correlated with DISTRICT and 8 other fields | High correlation |
RH2M is highly correlated with QV2M and 2 other fields | High correlation |
T2M is highly correlated with DISTRICT and 8 other fields | High correlation |
T2MWET is highly correlated with DISTRICT and 8 other fields | High correlation |
T2M_MAX is highly correlated with DISTRICT and 9 other fields | High correlation |
T2M_MIN is highly correlated with DISTRICT and 9 other fields | High correlation |
T2M_RANGE is highly correlated with QV2M and 4 other fields | High correlation |
TS is highly correlated with DISTRICT and 9 other fields | High correlation |
WS10M is highly correlated with WS10M_MAX and 6 other fields | High correlation |
WS10M_MAX is highly correlated with PS and 7 other fields | High correlation |
WS10M_MIN is highly correlated with WS10M and 4 other fields | High correlation |
WS10M_RANGE is highly correlated with DISTRICT and 6 other fields | High correlation |
WS50M is highly correlated with PS and 8 other fields | High correlation |
WS50M_MAX is highly correlated with WS10M and 6 other fields | High correlation |
WS50M_MIN is highly correlated with WS10M and 4 other fields | High correlation |
WS50M_RANGE is highly correlated with WS10M and 4 other fields | High correlation |
DISTRICT is uniformly distributed | Uniform |
DATE is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
PRECTOT has 186470 (42.2%) zeros | Zeros |
Reproduction
| Analysis started | 2022-01-10 11:42:12.605956 |
|---|---|
| Analysis finished | 2022-01-10 11:45:24.522713 |
| Duration | 3 minutes and 11.92 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 31 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.4 MiB |
| Lamjung | 14244 |
|---|---|
| Rukum | 14244 |
| Terhathum | 14244 |
| Taplejung | 14244 |
| Tanahun | 14244 |
| Other values (26) |
Length
| Max length | 13 |
|---|---|
| Median length | 7 |
| Mean length | 7.612903226 |
| Min length | 4 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Lamjung |
|---|---|
| 2nd row | Lamjung |
| 3rd row | Lamjung |
| 4th row | Lamjung |
| 5th row | Lamjung |
Common Values
| Value | Count | Frequency (%) |
| Lamjung | 14244 | 3.2% |
| Rukum | 14244 | 3.2% |
| Terhathum | 14244 | 3.2% |
| Taplejung | 14244 | 3.2% |
| Tanahun | 14244 | 3.2% |
| Syangja | 14244 | 3.2% |
| Surkhet | 14244 | 3.2% |
| Sunsari | 14244 | 3.2% |
| Solukhumbu | 14244 | 3.2% |
| Sindhuli | 14244 | 3.2% |
| Other values (21) | 299124 |
Length
| Value | Count | Frequency (%) |
| lamjung | 14244 | 3.2% |
| mahottari | 14244 | 3.2% |
| makwanpur | 14244 | 3.2% |
| manang | 14244 | 3.2% |
| morang | 14244 | 3.2% |
| mugu | 14244 | 3.2% |
| mustang | 14244 | 3.2% |
| myagdi | 14244 | 3.2% |
| nawalparasi | 14244 | 3.2% |
| nuwakot | 14244 | 3.2% |
| Other values (21) | 299124 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 22 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.68064516 |
| Minimum | 26.5 |
|---|---|
| Maximum | 29.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.4 MiB |
Quantile statistics
| Minimum | 26.5 |
|---|---|
| 5-th percentile | 26.6 |
| Q1 | 27.1 |
| median | 27.6 |
| Q3 | 28.3 |
| 95-th percentile | 28.9 |
| Maximum | 29.5 |
| Range | 3 |
| Interquartile range (IQR) | 1.2 |
Descriptive statistics
| Standard deviation | 0.7506647948 |
|---|---|
| Coefficient of variation (CV) | 0.02711876079 |
| Kurtosis | -0.6489297742 |
| Mean | 27.68064516 |
| Median Absolute Deviation (MAD) | 0.6 |
| Skewness | 0.2924246077 |
| Sum | 12222776.4 |
| Variance | 0.5634976341 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 28 | 42732 | 9.7% |
| 27.4 | 28488 | 6.5% |
| 28.6 | 28488 | 6.5% |
| 26.9 | 28488 | 6.5% |
| 28.4 | 28488 | 6.5% |
| 26.6 | 28488 | 6.5% |
| 27.3 | 28488 | 6.5% |
| 27.1 | 28488 | 6.5% |
| 28.3 | 14244 | 3.2% |
| 28.1 | 14244 | 3.2% |
| Other values (12) | 170928 |
| Value | Count | Frequency (%) |
| 26.5 | 14244 | |
| 26.6 | 28488 | |
| 26.7 | 14244 | |
| 26.8 | 14244 | |
| 26.9 | 28488 | |
| 27.1 | 28488 | |
| 27.2 | 14244 | |
| 27.3 | 28488 | |
| 27.4 | 28488 | |
| 27.5 | 14244 |
| Value | Count | Frequency (%) |
| 29.5 | 14244 | 3.2% |
| 28.9 | 14244 | 3.2% |
| 28.6 | 28488 | |
| 28.5 | 14244 | 3.2% |
| 28.4 | 28488 | |
| 28.3 | 14244 | 3.2% |
| 28.2 | 14244 | 3.2% |
| 28.1 | 14244 | 3.2% |
| 28 | 42732 | |
| 27.9 | 14244 | 3.2% |
| Distinct | 25 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 85.03548387 |
| Minimum | 81.7 |
|---|---|
| Maximum | 87.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.4 MiB |
Quantile statistics
| Minimum | 81.7 |
|---|---|
| 5-th percentile | 82.1 |
| Q1 | 83.7 |
| median | 85.2 |
| Q3 | 86.8 |
| 95-th percentile | 87.7 |
| Maximum | 87.8 |
| Range | 6.1 |
| Interquartile range (IQR) | 3.1 |
Descriptive statistics
| Standard deviation | 1.776651339 |
|---|---|
| Coefficient of variation (CV) | 0.02089305849 |
| Kurtosis | -1.07713805 |
| Mean | 85.03548387 |
| Median Absolute Deviation (MAD) | 1.5 |
| Skewness | -0.1169813934 |
| Sum | 37548608.4 |
| Variance | 3.156489979 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 87.3 | 28488 | 6.5% |
| 82.1 | 28488 | 6.5% |
| 83.8 | 28488 | 6.5% |
| 86.5 | 28488 | 6.5% |
| 86.8 | 28488 | 6.5% |
| 85.3 | 28488 | 6.5% |
| 84.4 | 14244 | 3.2% |
| 82.4 | 14244 | 3.2% |
| 87.7 | 14244 | 3.2% |
| 84.1 | 14244 | 3.2% |
| Other values (15) | 213660 |
| Value | Count | Frequency (%) |
| 81.7 | 14244 | |
| 82.1 | 28488 | |
| 82.4 | 14244 | |
| 83.4 | 14244 | |
| 83.5 | 14244 | |
| 83.6 | 14244 | |
| 83.7 | 14244 | |
| 83.8 | 28488 | |
| 84 | 14244 | |
| 84.1 | 14244 |
| Value | Count | Frequency (%) |
| 87.8 | 14244 | |
| 87.7 | 14244 | |
| 87.5 | 14244 | |
| 87.3 | 28488 | |
| 87.1 | 14244 | |
| 86.8 | 28488 | |
| 86.5 | 28488 | |
| 85.9 | 14244 | |
| 85.8 | 14244 | |
| 85.5 | 14244 |
| Distinct | 5064 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.493050294 |
| Minimum | 0 |
|---|---|
| Maximum | 177.79 |
| Zeros | 186470 |
| Zeros (%) | 42.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.4 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.06 |
| Q3 | 2.01 |
| 95-th percentile | 13.2 |
| Maximum | 177.79 |
| Range | 177.79 |
| Interquartile range (IQR) | 2.01 |
Descriptive statistics
| Standard deviation | 6.159693069 |
|---|---|
| Coefficient of variation (CV) | 2.47074561 |
| Kurtosis | 45.02434558 |
| Mean | 2.493050294 |
| Median Absolute Deviation (MAD) | 0.06 |
| Skewness | 5.297371359 |
| Sum | 1100841.26 |
| Variance | 37.94181871 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 186470 | |
| 0.01 | 11805 | 2.7% |
| 0.02 | 7847 | 1.8% |
| 0.03 | 4702 | 1.1% |
| 0.04 | 4398 | 1.0% |
| 0.05 | 3404 | 0.8% |
| 0.06 | 3268 | 0.7% |
| 0.07 | 2746 | 0.6% |
| 0.08 | 2629 | 0.6% |
| 0.1 | 2230 | 0.5% |
| Other values (5054) | 212065 |
| Value | Count | Frequency (%) |
| 0 | 186470 | |
| 0.01 | 11805 | 2.7% |
| 0.02 | 7847 | 1.8% |
| 0.03 | 4702 | 1.1% |
| 0.04 | 4398 | 1.0% |
| 0.05 | 3404 | 0.8% |
| 0.06 | 3268 | 0.7% |
| 0.07 | 2746 | 0.6% |
| 0.08 | 2629 | 0.6% |
| 0.09 | 2060 | 0.5% |
| Value | Count | Frequency (%) |
| 177.79 | 1 | |
| 162.61 | 1 | |
| 137.13 | 1 | |
| 133.32 | 1 | |
| 129.49 | 1 | |
| 128.67 | 1 | |
| 124.76 | 1 | |
| 119.98 | 1 | |
| 115.78 | 1 | |
| 114.4 | 1 |
| Distinct | 3105 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 83.34443974 |
| Minimum | 54.73 |
|---|---|
| Maximum | 100.34 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.4 MiB |
Quantile statistics
| Minimum | 54.73 |
|---|---|
| 5-th percentile | 61.43 |
| Q1 | 77.94 |
| median | 83.92 |
| Q3 | 93.37 |
| 95-th percentile | 97.73 |
| Maximum | 100.34 |
| Range | 45.61 |
| Interquartile range (IQR) | 15.43 |
Descriptive statistics
| Standard deviation | 11.48917374 |
|---|---|
| Coefficient of variation (CV) | 0.1378517124 |
| Kurtosis | -0.3295566016 |
| Mean | 83.34443974 |
| Median Absolute Deviation (MAD) | 8.7 |
| Skewness | -0.7478136617 |
| Sum | 36801904.19 |
| Variance | 132.0011131 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 94.4 | 636 | 0.1% |
| 94.24 | 615 | 0.1% |
| 79.63 | 612 | 0.1% |
| 94.38 | 611 | 0.1% |
| 94.48 | 603 | 0.1% |
| 80.17 | 600 | 0.1% |
| 79.69 | 596 | 0.1% |
| 94.42 | 591 | 0.1% |
| 79.56 | 590 | 0.1% |
| 94.32 | 588 | 0.1% |
| Other values (3095) | 435522 |
| Value | Count | Frequency (%) |
| 54.73 | 1 | < 0.1% |
| 54.75 | 1 | < 0.1% |
| 54.89 | 2 | |
| 54.93 | 1 | < 0.1% |
| 54.95 | 2 | |
| 54.96 | 1 | < 0.1% |
| 54.98 | 2 | |
| 54.99 | 1 | < 0.1% |
| 55 | 3 | |
| 55.01 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 100.34 | 1 | < 0.1% |
| 100.24 | 1 | < 0.1% |
| 100.22 | 1 | < 0.1% |
| 100.2 | 2 | |
| 100.19 | 2 | |
| 100.17 | 1 | < 0.1% |
| 100.16 | 3 | |
| 100.15 | 1 | < 0.1% |
| 100.14 | 3 | |
| 100.13 | 1 | < 0.1% |
| Distinct | 2216 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.690246963 |
| Minimum | 0.37 |
|---|---|
| Maximum | 23.27 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.4 MiB |
Quantile statistics
| Minimum | 0.37 |
|---|---|
| 5-th percentile | 1.98 |
| Q1 | 4 |
| median | 7.02 |
| Q3 | 13.56 |
| 95-th percentile | 18.76 |
| Maximum | 23.27 |
| Range | 22.9 |
| Interquartile range (IQR) | 9.56 |
Descriptive statistics
| Standard deviation | 5.521436277 |
|---|---|
| Coefficient of variation (CV) | 0.6353601113 |
| Kurtosis | -0.9843009085 |
| Mean | 8.690246963 |
| Median Absolute Deviation (MAD) | 3.8 |
| Skewness | 0.5493849208 |
| Sum | 3837300.21 |
| Variance | 30.48625856 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3.92 | 590 | 0.1% |
| 3.94 | 579 | 0.1% |
| 3.58 | 578 | 0.1% |
| 3.62 | 576 | 0.1% |
| 3.3 | 576 | 0.1% |
| 4.12 | 573 | 0.1% |
| 3.84 | 565 | 0.1% |
| 3.82 | 565 | 0.1% |
| 4.04 | 562 | 0.1% |
| 4.08 | 556 | 0.1% |
| Other values (2206) | 435844 |
| Value | Count | Frequency (%) |
| 0.37 | 1 | < 0.1% |
| 0.38 | 1 | < 0.1% |
| 0.4 | 1 | < 0.1% |
| 0.41 | 1 | < 0.1% |
| 0.43 | 4 | |
| 0.45 | 3 | |
| 0.46 | 2 | < 0.1% |
| 0.47 | 1 | < 0.1% |
| 0.48 | 7 | |
| 0.49 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 23.27 | 1 | |
| 23.01 | 1 | |
| 22.97 | 1 | |
| 22.93 | 1 | |
| 22.9 | 1 | |
| 22.81 | 1 | |
| 22.75 | 1 | |
| 22.73 | 2 | |
| 22.67 | 1 | |
| 22.63 | 1 |
| Distinct | 9337 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 56.3655243 |
| Minimum | 4.04 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.4 MiB |
Quantile statistics
| Minimum | 4.04 |
|---|---|
| 5-th percentile | 20.31 |
| Q1 | 37.38 |
| median | 55.51 |
| Q3 | 77.85 |
| 95-th percentile | 89.76 |
| Maximum | 100 |
| Range | 95.96 |
| Interquartile range (IQR) | 40.47 |
Descriptive statistics
| Standard deviation | 22.83592297 |
|---|---|
| Coefficient of variation (CV) | 0.4051399017 |
| Kurtosis | -1.180197568 |
| Mean | 56.3655243 |
| Median Absolute Deviation (MAD) | 20.09 |
| Skewness | -0.05998050708 |
| Sum | 24888986.37 |
| Variance | 521.4793781 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 86.94 | 125 | < 0.1% |
| 86.26 | 120 | < 0.1% |
| 87.16 | 119 | < 0.1% |
| 87.54 | 116 | < 0.1% |
| 86.6 | 115 | < 0.1% |
| 84.62 | 114 | < 0.1% |
| 87.12 | 113 | < 0.1% |
| 82.74 | 111 | < 0.1% |
| 86.02 | 111 | < 0.1% |
| 83.94 | 111 | < 0.1% |
| Other values (9327) | 440409 |
| Value | Count | Frequency (%) |
| 4.04 | 1 | |
| 4.14 | 1 | |
| 4.18 | 1 | |
| 4.21 | 1 | |
| 4.25 | 1 | |
| 4.33 | 1 | |
| 4.34 | 1 | |
| 4.35 | 1 | |
| 4.38 | 1 | |
| 4.42 | 1 |
| Value | Count | Frequency (%) |
| 100 | 32 | |
| 99.96 | 2 | < 0.1% |
| 99.88 | 2 | < 0.1% |
| 99.86 | 1 | < 0.1% |
| 99.84 | 1 | < 0.1% |
| 99.82 | 2 | < 0.1% |
| 99.81 | 1 | < 0.1% |
| 99.72 | 1 | < 0.1% |
| 99.71 | 2 | < 0.1% |
| 99.61 | 3 | < 0.1% |
| Distinct | 5474 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.02991743 |
| Minimum | -22.52 |
|---|---|
| Maximum | 38.61 |
| Zeros | 28 |
| Zeros (%) | < 0.1% |
| Negative | 30015 |
| Negative (%) | 6.8% |
| Memory size | 3.4 MiB |
Quantile statistics
| Minimum | -22.52 |
|---|---|
| 5-th percentile | -2.63 |
| Q1 | 10.08 |
| median | 17.2 |
| Q3 | 23.3 |
| 95-th percentile | 29.36 |
| Maximum | 38.61 |
| Range | 61.13 |
| Interquartile range (IQR) | 13.22 |
Descriptive statistics
| Standard deviation | 9.530956958 |
|---|---|
| Coefficient of variation (CV) | 0.5945730538 |
| Kurtosis | 0.1963353528 |
| Mean | 16.02991743 |
| Median Absolute Deviation (MAD) | 6.59 |
| Skewness | -0.6374016767 |
| Sum | 7078234.46 |
| Variance | 90.83914053 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 18.26 | 292 | 0.1% |
| 18.07 | 287 | 0.1% |
| 18.78 | 286 | 0.1% |
| 17.6 | 283 | 0.1% |
| 18.24 | 280 | 0.1% |
| 17.46 | 279 | 0.1% |
| 18.44 | 278 | 0.1% |
| 17.78 | 277 | 0.1% |
| 18.28 | 277 | 0.1% |
| 18.12 | 275 | 0.1% |
| Other values (5464) | 438750 |
| Value | Count | Frequency (%) |
| -22.52 | 1 | |
| -21.67 | 1 | |
| -20.67 | 1 | |
| -20.39 | 1 | |
| -19.95 | 2 | |
| -19.76 | 1 | |
| -19.69 | 1 | |
| -19.63 | 2 | |
| -19.59 | 1 | |
| -19.53 | 1 |
| Value | Count | Frequency (%) |
| 38.61 | 1 | |
| 38.59 | 1 | |
| 38.4 | 1 | |
| 38.28 | 1 | |
| 38.23 | 1 | |
| 38.08 | 1 | |
| 38.05 | 1 | |
| 37.93 | 1 | |
| 37.86 | 1 | |
| 37.85 | 2 |
| Distinct | 5198 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.817614185 |
| Minimum | -28.19 |
|---|---|
| Maximum | 27.15 |
| Zeros | 152 |
| Zeros (%) | < 0.1% |
| Negative | 143218 |
| Negative (%) | 32.4% |
| Memory size | 3.4 MiB |
Quantile statistics
| Minimum | -28.19 |
|---|---|
| 5-th percentile | -12.61 |
| Q1 | -2.35 |
| median | 5.45 |
| Q3 | 15.37 |
| 95-th percentile | 22.78 |
| Maximum | 27.15 |
| Range | 55.34 |
| Interquartile range (IQR) | 17.72 |
Descriptive statistics
| Standard deviation | 11.04948325 |
|---|---|
| Coefficient of variation (CV) | 1.899315234 |
| Kurtosis | -0.7949964079 |
| Mean | 5.817614185 |
| Median Absolute Deviation (MAD) | 8.91 |
| Skewness | -0.1582916673 |
| Sum | 2568848.99 |
| Variance | 122.0910801 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 16.13 | 208 | < 0.1% |
| 15.46 | 206 | < 0.1% |
| 15.88 | 201 | < 0.1% |
| 15.52 | 201 | < 0.1% |
| 16.4 | 198 | < 0.1% |
| 1.1 | 197 | < 0.1% |
| 15.63 | 197 | < 0.1% |
| 15.98 | 196 | < 0.1% |
| 15.92 | 195 | < 0.1% |
| 22.62 | 195 | < 0.1% |
| Other values (5188) | 439570 |
| Value | Count | Frequency (%) |
| -28.19 | 1 | |
| -28.15 | 1 | |
| -27.31 | 1 | |
| -27.29 | 1 | |
| -27.15 | 1 | |
| -27.13 | 1 | |
| -26.91 | 1 | |
| -26.9 | 1 | |
| -26.72 | 1 | |
| -26.69 | 1 |
| Value | Count | Frequency (%) |
| 27.15 | 1 | |
| 27.01 | 1 | |
| 27 | 1 | |
| 26.96 | 1 | |
| 26.88 | 2 | |
| 26.84 | 1 | |
| 26.83 | 1 | |
| 26.77 | 2 | |
| 26.73 | 1 | |
| 26.68 | 1 |
| Distinct | 5527 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.01945609 |
| Minimum | -13.74 |
|---|---|
| Maximum | 46.82 |
| Zeros | 26 |
| Zeros (%) | < 0.1% |
| Negative | 10007 |
| Negative (%) | 2.3% |
| Memory size | 3.4 MiB |
Quantile statistics
| Minimum | -13.74 |
|---|---|
| 5-th percentile | 4.45 |
| Q1 | 16.44 |
| median | 22.87 |
| Q3 | 28.43 |
| 95-th percentile | 35.83 |
| Maximum | 46.82 |
| Range | 60.56 |
| Interquartile range (IQR) | 11.99 |
Descriptive statistics
| Standard deviation | 9.181674648 |
|---|---|
| Coefficient of variation (CV) | 0.4169800839 |
| Kurtosis | 0.2477901152 |
| Mean | 22.01945609 |
| Median Absolute Deviation (MAD) | 5.91 |
| Skewness | -0.5386943016 |
| Sum | 9722999.11 |
| Variance | 84.30314934 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 21.6 | 294 | 0.1% |
| 23.34 | 292 | 0.1% |
| 23.58 | 292 | 0.1% |
| 22.06 | 289 | 0.1% |
| 22.58 | 286 | 0.1% |
| 22.28 | 283 | 0.1% |
| 22.64 | 281 | 0.1% |
| 22.66 | 281 | 0.1% |
| 22.96 | 279 | 0.1% |
| 21.34 | 278 | 0.1% |
| Other values (5517) | 438709 |
| Value | Count | Frequency (%) |
| -13.74 | 1 | |
| -13.64 | 1 | |
| -13.62 | 1 | |
| -13.29 | 1 | |
| -13.14 | 1 | |
| -13.08 | 1 | |
| -12.94 | 1 | |
| -12.83 | 1 | |
| -12.81 | 1 | |
| -12.75 | 1 |
| Value | Count | Frequency (%) |
| 46.82 | 1 | |
| 46.79 | 1 | |
| 46.64 | 1 | |
| 46.6 | 1 | |
| 46.28 | 1 | |
| 46.13 | 1 | |
| 45.99 | 1 | |
| 45.98 | 1 | |
| 45.96 | 1 | |
| 45.84 | 1 |
| Distinct | 5590 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.33361406 |
| Minimum | -32.6 |
|---|---|
| Maximum | 32.77 |
| Zeros | 66 |
| Zeros (%) | < 0.1% |
| Negative | 51910 |
| Negative (%) | 11.8% |
| Memory size | 3.4 MiB |
Quantile statistics
| Minimum | -32.6 |
|---|---|
| 5-th percentile | -7.98 |
| Q1 | 5.57 |
| median | 12.53 |
| Q3 | 18.57 |
| 95-th percentile | 24.48 |
| Maximum | 32.77 |
| Range | 65.37 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 9.732227901 |
|---|---|
| Coefficient of variation (CV) | 0.858704721 |
| Kurtosis | 0.3650015659 |
| Mean | 11.33361406 |
| Median Absolute Deviation (MAD) | 6.54 |
| Skewness | -0.7358785847 |
| Sum | 5004515.96 |
| Variance | 94.71625992 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 15.48 | 288 | 0.1% |
| 15.58 | 274 | 0.1% |
| 15.28 | 272 | 0.1% |
| 15.14 | 263 | 0.1% |
| 15.5 | 263 | 0.1% |
| 15.56 | 263 | 0.1% |
| 15.29 | 262 | 0.1% |
| 15.74 | 261 | 0.1% |
| 15.6 | 260 | 0.1% |
| 15.78 | 260 | 0.1% |
| Other values (5580) | 438898 |
| Value | Count | Frequency (%) |
| -32.6 | 1 | |
| -32.17 | 2 | |
| -31.48 | 1 | |
| -31.43 | 1 | |
| -31.38 | 1 | |
| -31.27 | 1 | |
| -30.92 | 1 | |
| -30.13 | 1 | |
| -29.95 | 1 | |
| -29.67 | 1 |
| Value | Count | Frequency (%) |
| 32.77 | 1 | |
| 32.27 | 1 | |
| 32.15 | 1 | |
| 32.12 | 1 | |
| 32.02 | 1 | |
| 31.92 | 1 | |
| 31.89 | 1 | |
| 31.87 | 1 | |
| 31.6 | 2 | |
| 31.58 | 1 |
| Distinct | 1993 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.68584896 |
| Minimum | 1.31 |
|---|---|
| Maximum | 25.52 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.4 MiB |
Quantile statistics
| Minimum | 1.31 |
|---|---|
| 5-th percentile | 5.37 |
| Q1 | 8.13 |
| median | 10.82 |
| Q3 | 13.09 |
| 95-th percentile | 15.96 |
| Maximum | 25.52 |
| Range | 24.21 |
| Interquartile range (IQR) | 4.96 |
Descriptive statistics
| Standard deviation | 3.284198776 |
|---|---|
| Coefficient of variation (CV) | 0.3073409317 |
| Kurtosis | -0.6195457643 |
| Mean | 10.68584896 |
| Median Absolute Deviation (MAD) | 2.46 |
| Skewness | 0.01725384315 |
| Sum | 4718486.21 |
| Variance | 10.7859616 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 11.16 | 594 | 0.1% |
| 11.92 | 582 | 0.1% |
| 11.38 | 580 | 0.1% |
| 12.66 | 579 | 0.1% |
| 10.82 | 579 | 0.1% |
| 11.58 | 579 | 0.1% |
| 11.64 | 578 | 0.1% |
| 11.98 | 577 | 0.1% |
| 11.42 | 575 | 0.1% |
| 11.9 | 568 | 0.1% |
| Other values (1983) | 435773 |
| Value | Count | Frequency (%) |
| 1.31 | 1 | |
| 1.42 | 1 | |
| 1.74 | 1 | |
| 1.78 | 1 | |
| 1.79 | 2 | |
| 1.89 | 2 | |
| 1.9 | 1 | |
| 2 | 1 | |
| 2.02 | 2 | |
| 2.04 | 1 |
| Value | Count | Frequency (%) |
| 25.52 | 1 | |
| 25.41 | 1 | |
| 25.15 | 1 | |
| 24.8 | 1 | |
| 24.67 | 1 | |
| 24.31 | 1 | |
| 24.25 | 1 | |
| 24.14 | 1 | |
| 24.04 | 1 | |
| 23.99 | 1 |
| Distinct | 6049 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.81613112 |
| Minimum | -27.95 |
|---|---|
| Maximum | 41.51 |
| Zeros | 22 |
| Zeros (%) | < 0.1% |
| Negative | 31497 |
| Negative (%) | 7.1% |
| Memory size | 3.4 MiB |
Quantile statistics
| Minimum | -27.95 |
|---|---|
| 5-th percentile | -3.5 |
| Q1 | 9.41 |
| median | 16.98 |
| Q3 | 23.55 |
| 95-th percentile | 30.45 |
| Maximum | 41.51 |
| Range | 69.46 |
| Interquartile range (IQR) | 14.14 |
Descriptive statistics
| Standard deviation | 10.23411495 |
|---|---|
| Coefficient of variation (CV) | 0.647068166 |
| Kurtosis | 0.1070420044 |
| Mean | 15.81613112 |
| Median Absolute Deviation (MAD) | 7.06 |
| Skewness | -0.5618664484 |
| Sum | 6983834.12 |
| Variance | 104.7371089 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 19.3 | 258 | 0.1% |
| 19.34 | 252 | 0.1% |
| 17.26 | 251 | 0.1% |
| 18.9 | 245 | 0.1% |
| 18.92 | 239 | 0.1% |
| 19.58 | 235 | 0.1% |
| 18.58 | 234 | 0.1% |
| 19.2 | 232 | 0.1% |
| 19.94 | 228 | 0.1% |
| 19.15 | 228 | 0.1% |
| Other values (6039) | 439162 |
| Value | Count | Frequency (%) |
| -27.95 | 1 | |
| -27.65 | 1 | |
| -27.5 | 1 | |
| -27.42 | 1 | |
| -27.24 | 1 | |
| -26.73 | 1 | |
| -26.69 | 1 | |
| -26.43 | 1 | |
| -26.24 | 1 | |
| -26.09 | 1 |
| Value | Count | Frequency (%) |
| 41.51 | 1 | |
| 41.43 | 1 | |
| 41.03 | 1 | |
| 41.02 | 1 | |
| 40.95 | 1 | |
| 40.92 | 1 | |
| 40.9 | 1 | |
| 40.68 | 1 | |
| 40.66 | 1 | |
| 40.54 | 2 |
| Distinct | 815 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.406417597 |
| Minimum | 0.47 |
|---|---|
| Maximum | 11.19 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.4 MiB |
Quantile statistics
| Minimum | 0.47 |
|---|---|
| 5-th percentile | 1.53 |
| Q1 | 1.9 |
| median | 2.29 |
| Q3 | 2.75 |
| 95-th percentile | 3.71 |
| Maximum | 11.19 |
| Range | 10.72 |
| Interquartile range (IQR) | 0.85 |
Descriptive statistics
| Standard deviation | 0.7333087166 |
|---|---|
| Coefficient of variation (CV) | 0.3047304497 |
| Kurtosis | 6.376247616 |
| Mean | 2.406417597 |
| Median Absolute Deviation (MAD) | 0.42 |
| Skewness | 1.735169044 |
| Sum | 1062587.38 |
| Variance | 0.5377416739 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.92 | 3400 | 0.8% |
| 1.96 | 3267 | 0.7% |
| 2 | 3266 | 0.7% |
| 1.9 | 3254 | 0.7% |
| 1.98 | 3236 | 0.7% |
| 1.84 | 3181 | 0.7% |
| 2.04 | 3180 | 0.7% |
| 1.88 | 3174 | 0.7% |
| 1.94 | 3143 | 0.7% |
| 1.86 | 3081 | 0.7% |
| Other values (805) | 409382 |
| Value | Count | Frequency (%) |
| 0.47 | 1 | < 0.1% |
| 0.52 | 3 | |
| 0.54 | 1 | < 0.1% |
| 0.62 | 1 | < 0.1% |
| 0.66 | 1 | < 0.1% |
| 0.67 | 1 | < 0.1% |
| 0.68 | 3 | |
| 0.69 | 3 | |
| 0.7 | 3 | |
| 0.71 | 2 |
| Value | Count | Frequency (%) |
| 11.19 | 1 | |
| 10.87 | 1 | |
| 10.82 | 1 | |
| 10.59 | 1 | |
| 10.38 | 1 | |
| 10.3 | 1 | |
| 10.19 | 2 | |
| 10.1 | 1 | |
| 10.01 | 1 | |
| 9.99 | 1 |
| Distinct | 1272 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.696424731 |
| Minimum | 0.97 |
|---|---|
| Maximum | 18.16 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.4 MiB |
Quantile statistics
| Minimum | 0.97 |
|---|---|
| 5-th percentile | 2.74 |
| Q1 | 3.72 |
| median | 4.52 |
| Q3 | 5.47 |
| 95-th percentile | 7.22 |
| Maximum | 18.16 |
| Range | 17.19 |
| Interquartile range (IQR) | 1.75 |
Descriptive statistics
| Standard deviation | 1.414950128 |
|---|---|
| Coefficient of variation (CV) | 0.3012824028 |
| Kurtosis | 2.481967693 |
| Mean | 4.696424731 |
| Median Absolute Deviation (MAD) | 0.87 |
| Skewness | 1.03362933 |
| Sum | 2073772.09 |
| Variance | 2.002083863 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4.08 | 1608 | 0.4% |
| 4.04 | 1586 | 0.4% |
| 4.2 | 1572 | 0.4% |
| 4.12 | 1561 | 0.4% |
| 4 | 1560 | 0.4% |
| 4.14 | 1560 | 0.4% |
| 4.24 | 1557 | 0.4% |
| 3.88 | 1553 | 0.4% |
| 4.28 | 1552 | 0.4% |
| 3.74 | 1540 | 0.3% |
| Other values (1262) | 425915 |
| Value | Count | Frequency (%) |
| 0.97 | 1 | |
| 1 | 1 | |
| 1.07 | 1 | |
| 1.09 | 1 | |
| 1.11 | 1 | |
| 1.17 | 1 | |
| 1.21 | 2 | |
| 1.25 | 2 | |
| 1.27 | 1 | |
| 1.29 | 1 |
| Value | Count | Frequency (%) |
| 18.16 | 1 | |
| 18.05 | 1 | |
| 17.66 | 1 | |
| 17.06 | 1 | |
| 17.02 | 1 | |
| 16.8 | 1 | |
| 16.78 | 1 | |
| 16.41 | 1 | |
| 16.09 | 1 | |
| 15.98 | 1 |
| Distinct | 556 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.7090965749 |
| Minimum | 0 |
|---|---|
| Maximum | 7.34 |
| Zeros | 29 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.4 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.12 |
| Q1 | 0.32 |
| median | 0.56 |
| Q3 | 0.94 |
| 95-th percentile | 1.79 |
| Maximum | 7.34 |
| Range | 7.34 |
| Interquartile range (IQR) | 0.62 |
Descriptive statistics
| Standard deviation | 0.5527669452 |
|---|---|
| Coefficient of variation (CV) | 0.7795368992 |
| Kurtosis | 5.648306795 |
| Mean | 0.7090965749 |
| Median Absolute Deviation (MAD) | 0.28 |
| Skewness | 1.839393097 |
| Sum | 313111.52 |
| Variance | 0.3055512958 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.32 | 5534 | 1.3% |
| 0.38 | 5465 | 1.2% |
| 0.36 | 5408 | 1.2% |
| 0.34 | 5375 | 1.2% |
| 0.4 | 5334 | 1.2% |
| 0.26 | 5184 | 1.2% |
| 0.3 | 5155 | 1.2% |
| 0.44 | 5055 | 1.1% |
| 0.42 | 5007 | 1.1% |
| 0.48 | 4969 | 1.1% |
| Other values (546) | 389078 |
| Value | Count | Frequency (%) |
| 0 | 29 | < 0.1% |
| 0.01 | 292 | 0.1% |
| 0.02 | 673 | 0.2% |
| 0.03 | 976 | 0.2% |
| 0.04 | 1256 | |
| 0.05 | 1499 | |
| 0.06 | 1796 | |
| 0.07 | 2068 | |
| 0.08 | 2406 | |
| 0.09 | 2550 |
| Value | Count | Frequency (%) |
| 7.34 | 1 | |
| 7.1 | 1 | |
| 6.99 | 1 | |
| 6.91 | 1 | |
| 6.8 | 1 | |
| 6.68 | 1 | |
| 6.61 | 1 | |
| 6.51 | 1 | |
| 6.46 | 1 | |
| 6.43 | 1 |
| Distinct | 1086 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.987323582 |
| Minimum | 0.45 |
|---|---|
| Maximum | 16.58 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.4 MiB |
Quantile statistics
| Minimum | 0.45 |
|---|---|
| 5-th percentile | 2.02 |
| Q1 | 3.03 |
| median | 3.87 |
| Q3 | 4.82 |
| 95-th percentile | 6.33 |
| Maximum | 16.58 |
| Range | 16.13 |
| Interquartile range (IQR) | 1.79 |
Descriptive statistics
| Standard deviation | 1.338110186 |
|---|---|
| Coefficient of variation (CV) | 0.3355910697 |
| Kurtosis | 0.7470032005 |
| Mean | 3.987323582 |
| Median Absolute Deviation (MAD) | 0.89 |
| Skewness | 0.6006772243 |
| Sum | 1760658.55 |
| Variance | 1.79053887 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3.64 | 1552 | 0.4% |
| 3.8 | 1536 | 0.3% |
| 3.72 | 1528 | 0.3% |
| 3.92 | 1526 | 0.3% |
| 3.62 | 1526 | 0.3% |
| 3.66 | 1524 | 0.3% |
| 3.88 | 1519 | 0.3% |
| 3.32 | 1516 | 0.3% |
| 3.26 | 1513 | 0.3% |
| 3.5 | 1510 | 0.3% |
| Other values (1076) | 426314 |
| Value | Count | Frequency (%) |
| 0.45 | 2 | < 0.1% |
| 0.47 | 1 | < 0.1% |
| 0.5 | 1 | < 0.1% |
| 0.52 | 1 | < 0.1% |
| 0.54 | 1 | < 0.1% |
| 0.56 | 2 | < 0.1% |
| 0.57 | 1 | < 0.1% |
| 0.58 | 3 | |
| 0.6 | 6 | |
| 0.61 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 16.58 | 1 | |
| 14.36 | 1 | |
| 14.08 | 1 | |
| 13.79 | 1 | |
| 13.53 | 1 | |
| 13.52 | 1 | |
| 13.26 | 1 | |
| 12.98 | 1 | |
| 12.81 | 1 | |
| 12.72 | 1 |
| Distinct | 1041 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.801491245 |
| Minimum | 0.65 |
|---|---|
| Maximum | 13.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.4 MiB |
Quantile statistics
| Minimum | 0.65 |
|---|---|
| 5-th percentile | 1.62 |
| Q1 | 2.08 |
| median | 2.55 |
| Q3 | 3.21 |
| 95-th percentile | 4.91 |
| Maximum | 13.6 |
| Range | 12.95 |
| Interquartile range (IQR) | 1.13 |
Descriptive statistics
| Standard deviation | 1.081979737 |
|---|---|
| Coefficient of variation (CV) | 0.3862156411 |
| Kurtosis | 5.7675454 |
| Mean | 2.801491245 |
| Median Absolute Deviation (MAD) | 0.53 |
| Skewness | 1.896975498 |
| Sum | 1237037.68 |
| Variance | 1.170680151 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2.3 | 2720 | 0.6% |
| 2.38 | 2650 | 0.6% |
| 2.24 | 2644 | 0.6% |
| 2.22 | 2629 | 0.6% |
| 2.12 | 2627 | 0.6% |
| 2.42 | 2621 | 0.6% |
| 2.26 | 2600 | 0.6% |
| 2.46 | 2587 | 0.6% |
| 2.16 | 2562 | 0.6% |
| 2.34 | 2555 | 0.6% |
| Other values (1031) | 415369 |
| Value | Count | Frequency (%) |
| 0.65 | 2 | |
| 0.68 | 3 | |
| 0.69 | 1 | < 0.1% |
| 0.7 | 1 | < 0.1% |
| 0.78 | 1 | < 0.1% |
| 0.8 | 2 | |
| 0.81 | 1 | < 0.1% |
| 0.82 | 1 | < 0.1% |
| 0.83 | 3 | |
| 0.84 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 13.6 | 1 | |
| 13.29 | 1 | |
| 13 | 1 | |
| 12.79 | 1 | |
| 12.71 | 1 | |
| 12.4 | 1 | |
| 12.2 | 2 | |
| 12.19 | 1 | |
| 12.14 | 1 | |
| 12.11 | 1 |
| Distinct | 1420 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.710053605 |
| Minimum | 1.12 |
|---|---|
| Maximum | 20.18 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.4 MiB |
Quantile statistics
| Minimum | 1.12 |
|---|---|
| 5-th percentile | 2.84 |
| Q1 | 3.61 |
| median | 4.37 |
| Q3 | 5.4 |
| 95-th percentile | 7.8 |
| Maximum | 20.18 |
| Range | 19.06 |
| Interquartile range (IQR) | 1.79 |
Descriptive statistics
| Standard deviation | 1.600006172 |
|---|---|
| Coefficient of variation (CV) | 0.3397002044 |
| Kurtosis | 4.208463099 |
| Mean | 4.710053605 |
| Median Absolute Deviation (MAD) | 0.86 |
| Skewness | 1.602009688 |
| Sum | 2079790.11 |
| Variance | 2.560019751 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3.7 | 1676 | 0.4% |
| 3.72 | 1673 | 0.4% |
| 3.88 | 1656 | 0.4% |
| 3.66 | 1641 | 0.4% |
| 3.62 | 1621 | 0.4% |
| 4 | 1619 | 0.4% |
| 3.84 | 1617 | 0.4% |
| 3.8 | 1616 | 0.4% |
| 4.04 | 1616 | 0.4% |
| 3.74 | 1608 | 0.4% |
| Other values (1410) | 425221 |
| Value | Count | Frequency (%) |
| 1.12 | 1 | < 0.1% |
| 1.21 | 1 | < 0.1% |
| 1.31 | 1 | < 0.1% |
| 1.37 | 2 | |
| 1.39 | 1 | < 0.1% |
| 1.42 | 1 | < 0.1% |
| 1.43 | 2 | |
| 1.46 | 2 | |
| 1.48 | 1 | < 0.1% |
| 1.49 | 3 |
| Value | Count | Frequency (%) |
| 20.18 | 1 | |
| 19.7 | 1 | |
| 19.47 | 1 | |
| 18.72 | 2 | |
| 18.67 | 1 | |
| 18.66 | 1 | |
| 18.11 | 1 | |
| 17.89 | 1 | |
| 17.76 | 1 | |
| 17.74 | 2 |
| Distinct | 809 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.9915818998 |
| Minimum | 0 |
|---|---|
| Maximum | 10.61 |
| Zeros | 33 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.4 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.16 |
| Q1 | 0.41 |
| median | 0.72 |
| Q3 | 1.27 |
| 95-th percentile | 2.79 |
| Maximum | 10.61 |
| Range | 10.61 |
| Interquartile range (IQR) | 0.86 |
Descriptive statistics
| Standard deviation | 0.8785180427 |
|---|---|
| Coefficient of variation (CV) | 0.8859762798 |
| Kurtosis | 6.572836686 |
| Mean | 0.9915818998 |
| Median Absolute Deviation (MAD) | 0.38 |
| Skewness | 2.136358157 |
| Sum | 437846.87 |
| Variance | 0.7717939513 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.44 | 4304 | 1.0% |
| 0.4 | 4255 | 1.0% |
| 0.38 | 4217 | 1.0% |
| 0.42 | 4185 | 0.9% |
| 0.46 | 4142 | 0.9% |
| 0.36 | 4122 | 0.9% |
| 0.5 | 4121 | 0.9% |
| 0.48 | 4111 | 0.9% |
| 0.52 | 4084 | 0.9% |
| 0.34 | 4070 | 0.9% |
| Other values (799) | 399953 |
| Value | Count | Frequency (%) |
| 0 | 33 | < 0.1% |
| 0.01 | 203 | < 0.1% |
| 0.02 | 355 | 0.1% |
| 0.03 | 563 | 0.1% |
| 0.04 | 734 | |
| 0.05 | 913 | |
| 0.06 | 1155 | |
| 0.07 | 1233 | |
| 0.08 | 1511 | |
| 0.09 | 1703 |
| Value | Count | Frequency (%) |
| 10.61 | 1 | |
| 10.38 | 1 | |
| 9.87 | 1 | |
| 9.76 | 1 | |
| 9.7 | 1 | |
| 9.56 | 1 | |
| 9.52 | 1 | |
| 9.34 | 1 | |
| 9.3 | 2 | |
| 9.29 | 2 |
| Distinct | 1155 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.718467266 |
| Minimum | 0.46 |
|---|---|
| Maximum | 18.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.4 MiB |
Quantile statistics
| Minimum | 0.46 |
|---|---|
| 5-th percentile | 1.98 |
| Q1 | 2.79 |
| median | 3.5 |
| Q3 | 4.4 |
| 95-th percentile | 6.22 |
| Maximum | 18.5 |
| Range | 18.04 |
| Interquartile range (IQR) | 1.61 |
Descriptive statistics
| Standard deviation | 1.333855196 |
|---|---|
| Coefficient of variation (CV) | 0.3587110226 |
| Kurtosis | 2.432583045 |
| Mean | 3.718467266 |
| Median Absolute Deviation (MAD) | 0.78 |
| Skewness | 1.15179622 |
| Sum | 1641941.28 |
| Variance | 1.779169683 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3.08 | 1828 | 0.4% |
| 2.9 | 1820 | 0.4% |
| 3.04 | 1799 | 0.4% |
| 3 | 1768 | 0.4% |
| 2.78 | 1766 | 0.4% |
| 3.06 | 1766 | 0.4% |
| 2.84 | 1751 | 0.4% |
| 2.92 | 1750 | 0.4% |
| 3.1 | 1750 | 0.4% |
| 3.14 | 1748 | 0.4% |
| Other values (1145) | 423818 |
| Value | Count | Frequency (%) |
| 0.46 | 2 | |
| 0.48 | 2 | |
| 0.54 | 1 | < 0.1% |
| 0.55 | 1 | < 0.1% |
| 0.57 | 2 | |
| 0.59 | 3 | |
| 0.6 | 2 | |
| 0.62 | 1 | < 0.1% |
| 0.63 | 3 | |
| 0.64 | 3 |
| Value | Count | Frequency (%) |
| 18.5 | 1 | |
| 15.35 | 1 | |
| 14.98 | 1 | |
| 14.73 | 1 | |
| 14.45 | 1 | |
| 13.73 | 1 | |
| 13.68 | 1 | |
| 13.67 | 1 | |
| 13.63 | 1 | |
| 13.6 | 1 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| DATE | DISTRICT | LAT | LON | PRECTOT | PS | QV2M | RH2M | T2M | T2MWET | T2M_MAX | T2M_MIN | T2M_RANGE | TS | WS10M | WS10M_MAX | WS10M_MIN | WS10M_RANGE | WS50M | WS50M_MAX | WS50M_MIN | WS50M_RANGE | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1981-01-01 | Lamjung | 28.3 | 84.4 | 0.00 | 77.59 | 3.47 | 49.08 | 5.11 | -5.18 | 12.15 | 0.25 | 11.90 | 2.43 | 1.76 | 3.68 | 0.26 | 3.41 | 1.60 | 2.83 | 0.18 | 2.65 |
| 1 | 1981-01-02 | Lamjung | 28.3 | 84.4 | 0.00 | 77.65 | 3.44 | 48.54 | 5.15 | -5.56 | 11.10 | 1.71 | 9.39 | 2.08 | 1.65 | 3.71 | 0.17 | 3.54 | 1.46 | 2.72 | 0.14 | 2.58 |
| 2 | 1981-01-03 | Lamjung | 28.3 | 84.4 | 0.00 | 77.60 | 3.87 | 56.97 | 4.55 | -3.94 | 9.79 | 0.76 | 9.04 | 2.55 | 1.63 | 3.95 | 0.32 | 3.63 | 1.57 | 3.11 | 0.45 | 2.66 |
| 3 | 1981-01-04 | Lamjung | 28.3 | 84.4 | 0.00 | 77.49 | 3.95 | 64.39 | 3.06 | -3.60 | 8.74 | -0.41 | 9.15 | 2.12 | 1.81 | 3.90 | 0.24 | 3.66 | 1.80 | 3.07 | 0.30 | 2.76 |
| 4 | 1981-01-05 | Lamjung | 28.3 | 84.4 | 0.67 | 77.48 | 4.13 | 68.27 | 2.87 | -2.99 | 7.51 | -0.06 | 7.57 | 1.83 | 1.65 | 3.90 | 0.21 | 3.69 | 1.66 | 3.30 | 0.29 | 3.01 |
| 5 | 1981-01-06 | Lamjung | 28.3 | 84.4 | 0.47 | 77.36 | 3.90 | 66.42 | 2.45 | -4.12 | 8.01 | -0.67 | 8.68 | 1.32 | 1.93 | 4.57 | 0.60 | 3.97 | 1.90 | 3.81 | 0.28 | 3.53 |
| 6 | 1981-01-07 | Lamjung | 28.3 | 84.4 | 2.28 | 77.32 | 4.35 | 83.94 | 0.70 | -2.60 | 3.91 | -1.59 | 5.50 | 0.37 | 1.33 | 2.76 | 0.08 | 2.68 | 1.20 | 2.03 | 0.10 | 1.93 |
| 7 | 1981-01-08 | Lamjung | 28.3 | 84.4 | 0.55 | 77.43 | 3.54 | 67.89 | 0.81 | -5.45 | 6.40 | -2.37 | 8.77 | -0.67 | 1.72 | 3.97 | 0.14 | 3.83 | 1.55 | 2.96 | 0.22 | 2.74 |
| 8 | 1981-01-09 | Lamjung | 28.3 | 84.4 | 0.00 | 77.69 | 3.28 | 62.48 | 0.92 | -6.20 | 6.94 | -3.22 | 10.16 | -0.70 | 1.83 | 4.16 | 0.22 | 3.93 | 1.62 | 3.10 | 0.26 | 2.83 |
| 9 | 1981-01-10 | Lamjung | 28.3 | 84.4 | 0.00 | 77.89 | 3.15 | 55.04 | 2.19 | -6.55 | 7.89 | -1.27 | 9.16 | -0.27 | 1.54 | 3.80 | 0.05 | 3.75 | 1.37 | 2.84 | 0.20 | 2.64 |
Last rows
| DATE | DISTRICT | LAT | LON | PRECTOT | PS | QV2M | RH2M | T2M | T2MWET | T2M_MAX | T2M_MIN | T2M_RANGE | TS | WS10M | WS10M_MAX | WS10M_MIN | WS10M_RANGE | WS50M | WS50M_MAX | WS50M_MIN | WS50M_RANGE | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 441554 | 2019-12-22 | Udayapur | 26.9 | 86.5 | 0.0 | 95.57 | 6.81 | 73.82 | 12.08 | 7.46 | 19.04 | 7.46 | 11.58 | 11.28 | 1.95 | 5.45 | 0.12 | 5.33 | 2.57 | 6.25 | 0.14 | 6.11 |
| 441555 | 2019-12-23 | Udayapur | 26.9 | 86.5 | 0.0 | 95.66 | 6.41 | 65.97 | 12.90 | 6.48 | 19.83 | 8.35 | 11.48 | 11.23 | 1.84 | 4.20 | 0.42 | 3.79 | 2.47 | 4.70 | 0.55 | 4.15 |
| 441556 | 2019-12-24 | Udayapur | 26.9 | 86.5 | 0.0 | 95.73 | 4.98 | 51.83 | 12.76 | 2.99 | 19.69 | 8.56 | 11.13 | 10.57 | 2.16 | 3.40 | 1.05 | 2.35 | 3.06 | 4.00 | 1.48 | 2.52 |
| 441557 | 2019-12-25 | Udayapur | 26.9 | 86.5 | 0.0 | 95.63 | 5.27 | 57.14 | 12.11 | 3.58 | 18.82 | 7.80 | 11.03 | 10.08 | 1.81 | 3.70 | 0.35 | 3.35 | 2.43 | 4.02 | 0.33 | 3.69 |
| 441558 | 2019-12-26 | Udayapur | 26.9 | 86.5 | 0.0 | 95.59 | 4.92 | 52.89 | 12.23 | 2.71 | 18.81 | 8.34 | 10.47 | 10.16 | 1.79 | 2.79 | 0.87 | 1.92 | 2.28 | 2.93 | 0.93 | 2.00 |
| 441559 | 2019-12-27 | Udayapur | 26.9 | 86.5 | 0.0 | 95.52 | 4.72 | 54.60 | 11.13 | 2.17 | 17.98 | 6.97 | 11.01 | 9.73 | 2.38 | 4.20 | 1.25 | 2.94 | 3.40 | 4.57 | 1.37 | 3.20 |
| 441560 | 2019-12-28 | Udayapur | 26.9 | 86.5 | 0.0 | 95.73 | 4.23 | 50.90 | 10.56 | 0.60 | 18.52 | 5.34 | 13.18 | 9.07 | 2.03 | 2.52 | 1.07 | 1.45 | 3.05 | 4.51 | 1.44 | 3.07 |
| 441561 | 2019-12-29 | Udayapur | 26.9 | 86.5 | 0.0 | 95.76 | 4.08 | 46.09 | 11.51 | 0.18 | 19.34 | 7.04 | 12.30 | 9.12 | 2.01 | 3.01 | 0.85 | 2.17 | 2.97 | 4.12 | 0.94 | 3.18 |
| 441562 | 2019-12-30 | Udayapur | 26.9 | 86.5 | 0.0 | 95.84 | 4.44 | 47.07 | 12.47 | 1.32 | 20.03 | 7.83 | 12.20 | 9.76 | 1.44 | 1.94 | 0.27 | 1.67 | 2.00 | 3.22 | 0.15 | 3.06 |
| 441563 | 2019-12-31 | Udayapur | 26.9 | 86.5 | 0.0 | 95.93 | 5.43 | 49.68 | 14.77 | 3.89 | 21.96 | 10.28 | 11.68 | 11.67 | 1.59 | 3.22 | 0.45 | 2.78 | 2.02 | 3.43 | 0.66 | 2.77 |